{"id":"W2799748650","doi":"10.1016/j.suc.2018.01.007","title":"Quality Measures in Hernia Surgery","year":2018,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Intuitive","keywords":"Medicine; Quality (philosophy); Affect (linguistics); Health care; Hernia; Ventral hernia; Health care delivery; Intensive care medicine; Operations management; Risk analysis (engineering); General surgery; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001532171,0.0004806794,0.005751381,0.0002918176,0.00003606737,0.0000103891,0.0002763822,0.0003978738,0.0002379551],"category_scores_gemma":[0.002048495,0.0003523748,0.001877763,0.0008551928,0.0007488263,0.00004519884,0.000133021,0.0008566789,0.0002735981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005992289,"about_ca_system_score_gemma":0.001107816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009944446,"about_ca_topic_score_gemma":0.00007625019,"domain_scores_codex":[0.9948773,0.0006592326,0.002663866,0.0006261205,0.0007042328,0.0004692943],"domain_scores_gemma":[0.9945306,0.002832384,0.001270136,0.000856504,0.0002254597,0.0002849086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001554881,0.0003212653,0.02447449,0.006889425,0.0001904818,0.0001834291,0.00001303423,9.145782e-8,1.927352e-9,0.000005728055,0.001425207,0.9663414],"study_design_scores_gemma":[0.0003258661,0.0001470846,0.003230319,0.004608298,0.0003732793,0.00003539101,0.000006111074,6.389133e-7,5.076123e-8,0.00001432448,0.9909316,0.000327067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002172097,0.9948818,0.000007810743,0.0000539183,0.0002988543,0.0004469123,0.0001695008,0.0000501995,0.001918882],"genre_scores_gemma":[0.0005453391,0.9977523,0.0001764109,0.0001353083,0.0004807152,0.00003251936,0.0004221057,0.0000565264,0.0003987713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9895064,"threshold_uncertainty_score":0.9998928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1399586386997451,"score_gpt":0.4357962230729926,"score_spread":0.2958375843732475,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}